221 citations · 470 across the 37 of their papers we have counts for
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cs.ET2019★ 3 cited
Training DNA Perceptrons via Fractional Coding
Xingyi Liu, Keshab K. Parhi
This paper describes a novel approach to synthesize molecular reactions to train a perceptron, i.e., a single-layered neural network, with sigmoidal activation function. The approa…
cs.ET2019★ 29 cited
Molecular and DNA Artificial Neural Networks via Fractional Coding
Xingyi Liu, Keshab K. Parhi
This paper considers implementation of artificial neural networks (ANNs) using molecular computing and DNA based on fractional coding. Prior work had addressed molecular two-layer…